Rethinking Spatiotemporal Feature Learning: Speed-Accuracy Trade-offs in Video Classification

13 December 2017

Papers citing "Rethinking Spatiotemporal Feature Learning: Speed-Accuracy Trade-offs in Video Classification"

50 / 650 papers shown

Title
Self-supervised Video Representation Learning by Uncovering Spatio-temporal Statistics Jiangliu Wang Jianbo Jiao Linchao Bao Shengfeng He Wei Liu Yunhui Liu SSL AI4TS 21 55 0 31 Aug 2020
DMD: A Large-Scale Multi-Modal Driver Monitoring Dataset for Attention and Alertness Analysis J. Ortega Neslihan Köse P. Cañas Min-An Chao A. Unnervik Marcos Nieto Oihana Otaegui L. Salgado 24 91 0 27 Aug 2020
Making a Case for 3D Convolutions for Object Segmentation in Videos Sabarinath Mahadevan A. Athar Aljosa Osep Sebastian Hennen Laura Leal-Taixé Bastian Leibe VOS 21 86 0 26 Aug 2020
Effective Action Recognition with Embedded Key Point Shifts Haozhi Cao Yuecong Xu Jianfei Yang K. Mao Jianxiong Yin Simon See 15 7 0 26 Aug 2020
Global-local Enhancement Network for NMFs-aware Sign Language Recognition Hezhen Hu Wen-gang Zhou Junfu Pu Houqiang Li SLR 19 51 0 24 Aug 2020
AssembleNet++: Assembling Modality Representations via Attention Connections Michael S. Ryoo A. Piergiovanni Juhana Kangaspunta A. Angelova 15 44 0 18 Aug 2020
Self-supervised Video Representation Learning by Pace Prediction Jiangliu Wang Jianbo Jiao Yunhui Liu SSL AI4TS 16 233 0 13 Aug 2020
Look, Listen, and Attend: Co-Attention Network for Self-Supervised Audio-Visual Representation Learning Ying Cheng Ruize Wang Zhihao Pan Rui Feng Yuejie Zhang SSL 36 106 0 13 Aug 2020
TransNet V2: An effective deep network architecture for fast shot transition detection Tomás Soucek Jakub Lokoč 11 118 0 11 Aug 2020
Spatiotemporal Contrastive Video Representation Learning Rui Qian Tianjian Meng Boqing Gong Ming-Hsuan Yang Haoran Wang Serge J. Belongie Huayu Chen SSL AI4TS 41 492 0 09 Aug 2020
PAN: Towards Fast Action Recognition via Learning Persistence of Appearance Can Zhang Yuexian Zou Guang Chen Lei Gan 15 39 0 08 Aug 2020
Exploring Relations in Untrimmed Videos for Self-Supervised Learning Dezhao Luo Bo Fang Yu Zhou Yucan Zhou Dayan Wu Weiping Wang 25 21 0 06 Aug 2020
Self-supervised Video Representation Learning Using Inter-intra Contrastive Framework Li Tao Xueting Wang T. Yamasaki SSL 17 106 0 06 Aug 2020
Late Temporal Modeling in 3D CNN Architectures with BERT for Action Recognition M. E. Kalfaoglu Sinan Kalkan A. Aydin Alatan 3DPC 33 140 0 03 Aug 2020
Residual Frames with Efficient Pseudo-3D CNN for Human Action Recognition Jiawei Chen Jenson Hsiao C. Ho 10 5 0 03 Aug 2020
The End-of-End-to-End: A Video Understanding Pentathlon Challenge (2020) Samuel Albanie Yang Liu Arsha Nagrani Antoine Miech Ernesto Coto ... Kaixu Cui Hui Liu Chen Wang Yudong Jiang Xiaoshuai Hao 34 9 0 03 Aug 2020
Learning Video Representations from Textual Web Supervision Jonathan C. Stroud Zhichao Lu Chen Sun Jia Deng Rahul Sukthankar Cordelia Schmid David A. Ross SSL 40 48 0 29 Jul 2020
Approximated Bilinear Modules for Temporal Modeling Xinqi Zhu Chang Xu Langwen Hui Cewu Lu Dacheng Tao 25 23 0 25 Jul 2020
AttentionNAS: Spatiotemporal Attention Cell Search for Video Classification Xiaofang Wang Xuehan Xiong Maxim Neumann A. Piergiovanni Michael S. Ryoo A. Angelova Kris M. Kitani Wei Hua 19 51 0 23 Jul 2020
Perceptron Synthesis Network: Rethinking the Action Scale Variances in Videos Yuan Tian Guangtao Zhai Zhiyong Gao 27 0 0 22 Jul 2020
Depthwise Spatio-Temporal STFT Convolutional Neural Networks for Human Action Recognition Sudhakar Kumawat Manisha Verma Yuta Nakashima Shanmuganathan Raman 141 42 0 22 Jul 2020
Directional Temporal Modeling for Action Recognition Xinyu Li Bing Shuai Joseph Tighe 6 41 0 21 Jul 2020
Multi-modal Transformer for Video Retrieval Valentin Gabeur Chen Sun Alahari Karteek Cordelia Schmid ViT 424 596 0 21 Jul 2020
Hierarchical Contrastive Motion Learning for Video Action Recognition Xitong Yang Xiaodong Yang Sifei Liu Deqing Sun L. Davis Jan Kautz SSL 35 13 0 20 Jul 2020
MotionSqueeze: Neural Motion Feature Learning for Video Understanding Heeseung Kwon Manjin Kim Suha Kwak Minsu Cho FAtt 20 128 0 20 Jul 2020
RT3D: Achieving Real-Time Execution of 3D Convolutional Neural Networks on Mobile Devices Wei Niu Mengshu Sun Zechao Li Jou-An Chen Jiexiong Guan Xipeng Shen Yanzhi Wang Sijia Liu Xue Lin Bin Ren MQ 15 12 0 20 Jul 2020
Region-based Non-local Operation for Video Classification Guoxi Huang A. Bors 14 11 0 17 Jul 2020
Temporal Distinct Representation Learning for Action Recognition Junwu Weng Donghao Luo Yabiao Wang Ying Tai Chengjie Wang Jilin Li Feiyue Huang Xudong Jiang Junsong Yuan 11 26 0 15 Jul 2020
Alleviating Over-segmentation Errors by Detecting Action Boundaries Yuchi Ishikawa Seito Kasai Y. Aoki Hirokatsu Kataoka 14 137 0 14 Jul 2020
IntegralAction: Pose-driven Feature Integration for Robust Human Action Recognition in Videos Gyeongsik Moon Heeseung Kwon Kyoung Mu Lee Minsu Cho 22 26 0 13 Jul 2020
Universal-to-Specific Framework for Complex Action Recognition Peisen Zhao Lingxi Xie Ya Zhang Qi Tian 19 9 0 13 Jul 2020
Aligning Videos in Space and Time Senthil Purushwalkam Tian-Chun Ye Saurabh Gupta Abhinav Gupta 27 23 0 09 Jul 2020
Group Ensemble: Learning an Ensemble of ConvNets in a single ConvNet Hao Chen Abhinav Shrivastava 23 14 0 01 Jul 2020
Self-Supervised MultiModal Versatile Networks Jean-Baptiste Alayrac Adrià Recasens R. Schneider Relja Arandjelović Jason Ramapuram J. Fauw Lucas Smaira Sander Dieleman Andrew Zisserman SSL 40 371 0 29 Jun 2020
Dynamic Sampling Networks for Efficient Action Recognition in Videos Yin-Dong Zheng Zhaoyang Liu Tong Lu Limin Wang 16 74 0 28 Jun 2020
Counting Out Time: Class Agnostic Video Repetition Counting in the Wild Debidatta Dwibedi Y. Aytar Jonathan Tompson P. Sermanet Andrew Zisserman AI4TS 23 109 0 27 Jun 2020
Motion Representation Using Residual Frames with 3D CNN Li Tao Xueting Wang T. Yamasaki 3DPC 23 1 0 21 Jun 2020
Melanoma Diagnosis with Spatio-Temporal Feature Learning on Sequential Dermoscopic Images Zhen Yu Jennifer Nguyen Xiaojun Chang J. Kelly C. Mclean Lei Zhang Victoria Mar Z. Ge MedIm 6 3 0 19 Jun 2020
Actor-Context-Actor Relation Network for Spatio-Temporal Action Localization Junting Pan Siyu Chen Zheng Shou Yu Liu Jing Shao Hongsheng Li 3DPC 19 150 0 14 Jun 2020
DTG-Net: Differentiated Teachers Guided Self-Supervised Video Action Recognition Ziming Liu Guangyu Gao •. A. K. Qin Jinyang Li ViT 6 1 0 13 Jun 2020
Open-Narrow-Synechiae Anterior Chamber Angle Classification in AS-OCT Sequences Huaying Hao Huazhu Fu Yanwu Xu Jianlong Yang Fei Li Xiulan Zhang Jiang-Dong Liu Yitian Zhao 107 8 0 09 Jun 2020
PNL: Efficient Long-Range Dependencies Extraction with Pyramid Non-Local Module for Action Recognition Yuecong Xu Haozhi Cao Jianfei Yang K. Mao Jianxiong Yin Simon See 18 5 0 09 Jun 2020
ARID: A New Dataset for Recognizing Action in the Dark Yuecong Xu Jianfei Yang Haozhi Cao K. Mao Jianxiong Yin Simon See 24 71 0 06 Jun 2020
In the Eye of the Beholder: Gaze and Actions in First Person Video Yin Li Miao Liu James M. Rehg EgoV 27 69 0 31 May 2020
Which scaling rule applies to Artificial Neural Networks János Végh 37 9 0 15 May 2020
Adaptive Interaction Modeling via Graph Operations Search Haoxin Li Weishi Zheng Yu Tao Haifeng Hu Jianhuang Lai 26 5 0 05 May 2020
Beyond Instructional Videos: Probing for More Diverse Visual-Textual Grounding on YouTube Jack Hessel Zhenhai Zhu Bo Pang Radu Soricut 15 4 0 29 Apr 2020
Skeleton Focused Human Activity Recognition in RGB Video Bruce X. B. Yu Yan Liu Keith C. C. Chan 26 4 0 29 Apr 2020
SpeedNet: Learning the Speediness in Videos Sagie Benaim Ariel Ephrat Oran Lang Inbar Mosseri William T. Freeman Michael Rubinstein Michal Irani Tali Dekel 17 257 0 13 Apr 2020
Spatiotemporal Fusion in 3D CNNs: A Probabilistic View Yizhou Zhou Xiaoyan Sun Chong Luo Zhengjun Zha Wenjun Zeng 3DPC 11 20 0 10 Apr 2020